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It costs $45 (+ Pi Zero W + Camera + SD card = approx. $90 total) and could be left somewhere analyzing video frames and communicating results.

There are quite a few budget smartphones out there for under $90, without even touching the used market. Could the software run on an Android device?

Like what?

Redmi 4A. There are some very interesting low end phones coming out of China.